{"id":17263,"date":"2025-07-04T13:30:13","date_gmt":"2025-07-04T20:30:13","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=17263"},"modified":"2025-07-04T13:30:13","modified_gmt":"2025-07-04T20:30:13","slug":"vector-database-vs-graph-database","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/ko\/vector-database-vs-graph-database\/","title":{"rendered":"\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4: \ucc28\uc774\uc810 \ubc0f \uc720\uc0ac\uc810"},"content":{"rendered":"<h2><span style=\"font-weight: 400;\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">A <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/vector-databases\/\"><span style=\"font-weight: 400;\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4<\/span><\/a><span style=\"font-weight: 400;\"> \ub294 \uc77c\ubc18\uc801\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc5d0 \uc758\ud574 \uc0dd\uc131\ub418\ub294 \ub370\uc774\ud130\uc758 \uace0\ucc28\uc6d0 \ubca1\ud130 \ud45c\ud604\uc744 \uc800\uc7a5, \uc0c9\uc778 \ubc0f \uac80\uc0c9\ud558\ub3c4\ub85d \uc124\uacc4\ub41c \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \ud55c \uc720\ud615\uc785\ub2c8\ub2e4. \uc784\ubca0\ub529\uc774\ub77c\uace0\ub3c4 \ud558\ub294 \uc774\ub7ec\ud55c \ubca1\ud130\ub294 \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \uc624\ub514\uc624, \ub3d9\uc601\uc0c1\uacfc \uac19\uc740 \ube44\uc815\ud615 \ub370\uc774\ud130\uc758 \uc758\ubbf8\uc801 \uc758\ubbf8\ub97c \ud3ec\ucc29\ud569\ub2c8\ub2e4. \uc815\ud655\ud55c \ub9e4\uce6d\uc744 \uc0ac\uc6a9\ud558\ub294 \ub300\uc2e0, \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 k-NN(k-\uadfc\uc811 \uc774\uc6c3)\uacfc \uac19\uc740 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc720\uc0ac\ub3c4 \uac80\uc0c9\uc744 \uc218\ud589\ud558\uc5ec \ubca1\ud130 \uacf5\uac04\uc5d0\uc11c \uadfc\uc811\uc131\uc744 \uae30\ubc18\uc73c\ub85c \uac00\uc7a5 \uad00\ub828\uc131\uc774 \ub192\uc740 \uacb0\uacfc\ub97c \ucc3e\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc7a5\uc810\uacfc \ud55c\uacc4<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ucd5c\uc2e0 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub9e4\uc6b0 \uc801\ud569\ud558\uc9c0\ub9cc, \ub2e4\ub978 \uae30\uc220\uacfc \ub9c8\ucc2c\uac00\uc9c0\ub85c \uc7a5\ub2e8\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uac15\uc810\uacfc \ud55c\uacc4\ub97c \uc774\ud574\ud558\uba74 \uc5b8\uc81c \uc5b4\ub5bb\uac8c \ud6a8\uacfc\uc801\uc73c\ub85c \uc0ac\uc6a9\ud560\uc9c0 \uacb0\uc815\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\ud61c\ud0dd<\/span><\/h3>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uac00\uc7a5 \uac00\uae4c\uc6b4 \uc774\uc6c3(ANN) \uadfc\uc0ac\uce58 \uac80\uc0c9:<\/b><span style=\"font-weight: 400;\"> \uacc4\uce35 \ud0d0\uc0c9 \uac00\ub2a5\ud55c \uc791\uc740 \uc138\uacc4(HNSW), \ubc18\uc804 \ud30c\uc77c(IVF), \uc81c\ud488 \uc815\ub7c9\ud654(PQ) \uac19\uc740 \ud6a8\uc728\uc801\uc778 \uc778\ub371\uc2f1 \uae30\uc220\uc744 \uc0ac\uc6a9\ud574 \uc720\uc0ac\ud55c \ubca1\ud130\ub97c \uc9c0\uc5f0 \uc2dc\uac04\uc774 \uc9e7\uc740 \ubc29\uc2dd\uc73c\ub85c \uac80\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uace0\ucc28\uc6d0 \ub370\uc774\ud130 \uc9c0\uc6d0:<\/b><span style=\"font-weight: 400;\"> \uc218\ubc31 \ub610\ub294 \uc218\ucc9c \uac1c\uc758 \ucc28\uc6d0\uc744 \uac00\uc9c4 \ubca1\ud130 \uc784\ubca0\ub529\uc744 \uc800\uc7a5\ud558\uace0 \ucffc\ub9ac\ud558\ub294 \ub370 \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc758\ubbf8\ub860\uc801 \uc720\uc0ac\uc131 \uac80\uc0c9:<\/b><span style=\"font-weight: 400;\"> \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP), \ucef4\ud4e8\ud130 \ube44\uc804 \ub610\ub294 \uc624\ub514\uc624 \ubaa8\ub378\uc758 \uc784\ubca0\ub529\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucee8\ud14d\uc2a4\ud2b8 \uc778\uc2dd \uac80\uc0c9\uc744 \uc6a9\uc774\ud558\uac8c \ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc218\ud3c9\uc801 \ud655\uc7a5\uc131:<\/b><span style=\"font-weight: 400;\"> \ub2e4\uc591\ud55c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/resources\/concepts\/what-is-database-sharding\/\"><span style=\"font-weight: 400;\">\uc0e4\ub529 \uc9c0\uc6d0<\/span><\/a><span style=\"font-weight: 400;\"> \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc640 \ub192\uc740 \ucffc\ub9ac \ucc98\ub9ac\ub7c9\uc744 \ucc98\ub9ac\ud558\uae30 \uc704\ud55c \ubd84\uc0b0 \uc778\ub371\uc2f1\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>AI\/ML \ud30c\uc774\ud504\ub77c\uc778\uacfc \ud1b5\ud569:<\/b><span style=\"font-weight: 400;\"> \uc784\ubca0\ub529 \uc0dd\uc131 \ub3c4\uad6c(\uc608: OpenAI, \ud5c8\uae45 \ud398\uc774\uc2a4, \ud150\uc11c\ud50c\ub85c\uc6b0) \ubc0f \uc2e4\uc2dc\uac04 \ucd94\ub860 \uc6cc\ud06c\ud50c\ub85c\uc640 \ud568\uaed8 \uc791\ub3d9\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\uc81c\ud55c \uc0ac\ud56d<\/span><\/h3>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc885\uc18d\uc131 \ud3ec\ud568:<\/b><span style=\"font-weight: 400;\"> \uace0\ud488\uc9c8\uc758 \ubaa8\ub378 \uc0dd\uc131 \uc784\ubca0\ub529\uc744 \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud574\uc57c \ud558\uba70, \uc131\ub2a5\uc740 \ud574\ub2f9 \ubca1\ud130\uc758 \ud488\uc9c8\uacfc \uad00\ub828\uc131\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\ubcf5\uc7a1\ud55c \ubc30\ud3ec:<\/b><span style=\"font-weight: 400;\"> \ubca1\ud130 \uc778\ub371\uc2f1 \uc124\uc815, \uc9c0\uc5f0 \uc2dc\uac04-\uc815\ud655\ub3c4 \ud2b8\ub808\uc774\ub4dc\uc624\ud504 \uad00\ub9ac, \ubaa8\ub378 \ucd94\ub860 \ud30c\uc774\ud504\ub77c\uc778 \ud1b5\ud569\uc740 \uc2dc\uc2a4\ud15c \ubcf5\uc7a1\uc131\uc744 \uc99d\uac00\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc81c\ud55c\ub41c \uad00\uacc4\ud615 \ucffc\ub9ac:<\/b><span style=\"font-weight: 400;\"> \uc77c\ubc18\uc801\uc73c\ub85c \uad00\uacc4\ud615 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub098 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0\uc11c \ucc98\ub9ac\ud558\ub294 \ubcf5\uc7a1\ud55c \uc870\uc778, \ud2b8\ub79c\uc7ad\uc158 \ubb34\uacb0\uc131 \ub610\ub294 \uc5d4\ud2f0\ud2f0 \uad00\uacc4\uc5d0\ub294 \uc801\ud569\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc0c9\uc778 \uc870\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4:<\/b><span style=\"font-weight: 400;\"> ANN \ubc29\ubc95\uc740 \uc815\ud655\ub3c4\uc640 \uc9c0\uc5f0 \uc2dc\uac04\uc758 \uade0\ud615\uc744 \ub9de\ucd94\uae30 \uc704\ud574 \ub9e4\uac1c\ubcc0\uc218(\uc608: \ub9ac\ucf5c, efSearch, nProbe)\uc758 \ubbf8\uc138 \uc870\uc815\uc774 \ud544\uc694\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc9c4\ud654\ud558\ub294 \ud45c\uc900:<\/b><span style=\"font-weight: 400;\"> \uae30\uc874 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uad00\ub9ac \uc2dc\uc2a4\ud15c(DBMS)\uc5d0\uc11c \ubcfc \uc218 \uc788\ub294 \uc131\uc219\ud55c \uc5d0\ucf54\uc2dc\uc2a4\ud15c, \ucffc\ub9ac \uc5b8\uc5b4, \uc0c1\ud638 \uc6b4\uc6a9\uc131\uc774 \ubd80\uc871\ud569\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc0ac\uc6a9 \uc0ac\ub840<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc815\ud655\ud55c \uc77c\uce58\ubcf4\ub2e4\ub294 \ub370\uc774\ud130\uc758 \uc758\ubbf8\ub098 \uc720\uc0ac\uc131\uc744 \uc774\ud574\ud574\uc57c \ud558\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc0ac\uc6a9 \uc0ac\ub840\uc5d0\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/resources\/concepts\/unstructured-data\/\"><span style=\"font-weight: 400;\">\ube44\uc815\ud615 \ub370\uc774\ud130<\/span><\/a><span style=\"font-weight: 400;\">\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \uc624\ub514\uc624 \ub610\ub294 \ube44\ub514\uc624\uc640 \uac19\uc774 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc5d0 \uc758\ud574 \uc0dd\uc131\ub41c \ubca1\ud130 \uc784\ubca0\ub529\uc5d0 \uc758\uc874\ud569\ub2c8\ub2e4. \uc544\ub798\uc5d0\uc11c \uc774\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/what-is-semantic-search\/\"><b>\uc2dc\ub9e8\ud2f1 \uac80\uc0c9<\/b><\/a><b>:<\/b><span style=\"font-weight: 400;\"> \ud0a4\uc6cc\ub4dc\uac00 \uacb9\uce58\uc9c0 \uc54a\ub354\ub77c\ub3c4 \uac1c\ub150\uc801\uc73c\ub85c \uc720\uc0ac\ud55c \ubb38\uc11c\uc5d0 \uc0ac\uc6a9\uc790 \ucffc\ub9ac\ub97c \uc77c\uce58\uc2dc\ucf1c \ubb38\ub9e5 \uc778\uc2dd \uac80\uc0c9\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\ucd94\ucc9c \uc2dc\uc2a4\ud15c:<\/b><span style=\"font-weight: 400;\"> \ubca1\ud130 \uc784\ubca0\ub529\uc744 \ube44\uad50\ud558\uc5ec \uc720\uc0ac\ud55c \ud589\ub3d9 \ub610\ub294 \ubb38\ub9e5 \ud328\ud134\uc744 \uac00\uc9c4 \ud56d\ubaa9\uc744 \ucc3e\uc544 \uc81c\ud488, \ucf58\ud150\uce20 \ub610\ub294 \uc0ac\uc6a9\uc790\ub97c \ucd94\ucc9c\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc774\ubbf8\uc9c0 \ubc0f \ub3d9\uc601\uc0c1 \uac80\uc0c9:<\/b><span style=\"font-weight: 400;\"> \ucef4\ud4e8\ud130 \ube44\uc804 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubbf8\ub514\uc5b4 \ud30c\uc77c\uc5d0\uc11c \ucd94\ucd9c\ud55c \ud2b9\uc9d5 \ubca1\ud130\ub97c \ube44\uad50\ud558\uc5ec \uc2dc\uac01\uc801\uc73c\ub85c \uc720\uc0ac\ud55c \uc774\ubbf8\uc9c0 \ub610\ub294 \ube44\ub514\uc624 \ud504\ub808\uc784\uc744 \ucc3e\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>NLP \uc560\ud50c\ub9ac\ucf00\uc774\uc158:<\/b><span style=\"font-weight: 400;\"> \uc5b8\uc5b4 \ubaa8\ub378 \uc784\ubca0\ub529\uc744 \uc800\uc7a5\ud558\uace0 \uac80\uc0c9\ud558\uc5ec \ucc57\ubd07, \uc9c8\uc758\uc751\ub2f5 \uc2dc\uc2a4\ud15c, \ucf58\ud150\uce20 \ubd84\ub958\ub97c \uac15\ud654\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc774\uc0c1 \uc9d5\ud6c4 \uac10\uc9c0:<\/b><span style=\"font-weight: 400;\"> \uc8fc\uc5b4\uc9c4 \ubca1\ud130\uac00 \uc815\uc0c1 \ud328\ud134\uc5d0\uc11c \uc5bc\ub9c8\ub098 \ubc97\uc5b4\ub098\ub294\uc9c0 \uce21\uc815\ud558\uc5ec \uace0\ucc28\uc6d0 \ub370\uc774\ud130\uc5d0\uc11c \uc774\uc0c1\uac12\uc744 \uc2dd\ubcc4\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uac1c\uc778\ud654 \uc5d4\uc9c4:<\/b><span style=\"font-weight: 400;\"> \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ubca1\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc720\uc0ac\ud55c \ud504\ub85c\ud544\uc774\ub098 \uc120\ud638\ub3c4\uc5d0 \ub9e4\ud551\ud558\uc5ec \ub9de\ucda4\ud654\ub41c \uacbd\ud5d8\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc608\uc81c<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ud2b9\uc815 \uc131\ub2a5 \uc694\uad6c \uc0ac\ud56d, \ud655\uc7a5\uc131 \ubc0f AI \ub3c4\uad6c\uc640\uc758 \ud1b5\ud569\uc5d0 \ub9de\uac8c \uc870\uc815\ub41c \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uba87 \uac00\uc9c0 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc785\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc194\ubc29\uc6b8:<\/b><span style=\"font-weight: 400;\"> \uc2e4\uc2dc\uac04, \uc800\uc9c0\uc5f0 \uc720\uc0ac\ub3c4 \uac80\uc0c9\uc744 \uc704\ud574 \uad6c\ucd95\ub41c \uc644\uc804 \uad00\ub9ac\ud615 \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc785\ub2c8\ub2e4. \uc790\ub3d9 \uc778\ub371\uc2f1, \uc218\ud3c9\uc801 \ud655\uc7a5, AI\/ML \ud30c\uc774\ud504\ub77c\uc778\uacfc\uc758 \uae34\ubc00\ud55c \ud1b5\ud569\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Weaviate:<\/b><span style=\"font-weight: 400;\"> \ub2e4\uc74c\uc744 \uae30\ubcf8\uc801\uc73c\ub85c \uc9c0\uc6d0\ud558\ub294 \uc624\ud508 \uc18c\uc2a4 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc785\ub2c8\ub2e4. <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/hybrid-search\/\"><span style=\"font-weight: 400;\">\ud558\uc774\ube0c\ub9ac\ub4dc \uac80\uc0c9<\/span><\/a><span style=\"font-weight: 400;\">, GraphQL \ubc0f \ud1b5\ud569 ML \ubaa8\ub378\uc744 \ud1b5\ud55c \uc790\ub3d9 \ubca1\ud130\ud654\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Milvus:<\/b><span style=\"font-weight: 400;\"> \ub300\uaddc\ubaa8, \uace0\ucc98\ub9ac\ub7c9\uc758 \uc720\uc0ac\ub3c4 \uac80\uc0c9\uc5d0 \ucd5c\uc801\ud654\ub41c \ud655\uc7a5\uc131\uc774 \ub6f0\uc5b4\ub09c \uc624\ud508 \uc18c\uc2a4 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc785\ub2c8\ub2e4. \uc5ec\ub7ec \uc778\ub371\uc2f1 \uc804\ub7b5\uc744 \uc9c0\uc6d0\ud558\uba70 Towhee \ubca1\ud130 \ud30c\uc774\ud504\ub77c\uc778\uacfc \ud1b5\ud569\ub429\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>FAISS(Facebook AI \uc720\uc0ac\uc131 \uac80\uc0c9):<\/b><span style=\"font-weight: 400;\"> \uace0\ubc00\ub3c4 \ubca1\ud130\uc758 \ud6a8\uc728\uc801\uc778 \uc720\uc0ac\ub3c4 \uac80\uc0c9\uacfc \ud074\ub7ec\uc2a4\ud130\ub9c1\uc744 \uc704\ud574 Meta\uc5d0\uc11c \uac1c\ubc1c\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. \uadf8 \uc790\uccb4\ub85c\ub294 \uc644\uc804\ud55c \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc544\ub2c8\uc9c0\ub9cc \uc5f0\uad6c \ubc0f \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc5d0\uc11c \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uce74\uc6b0\uce58\ubca0\uc774\uc2a4:<\/b><span style=\"font-weight: 400;\"> \ubd84\uc0b0\ub41c <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/resources\/why-nosql\/\"><span style=\"font-weight: 400;\">NoSQL \ub370\uc774\ud130\ubca0\uc774\uc2a4<\/span><\/a><span style=\"font-weight: 400;\"> \ucd5c\uadfc \ucd94\uac00\ub41c <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/products\/vector-search\/\"><span style=\"font-weight: 400;\">\ubca1\ud130 \uac80\uc0c9<\/span><\/a><span style=\"font-weight: 400;\"> \uae30\ub2a5\uc744 \ud1b5\ud574 \uc0ac\uc6a9\uc790\ub294 \ub2e8\uc77c \ud50c\ub7ab\ud3fc\uc5d0\uc11c \uae30\uc874 \ubb38\uc11c \ucffc\ub9ac\uc640 \uace0\uc131\ub2a5 \uc2dc\ub9e8\ud2f1 \uac80\uc0c9\uc744 \uacb0\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Qdrant:<\/b><span style=\"font-weight: 400;\"> \ud074\ub77c\uc6b0\ub4dc\uc640 \uc5e3\uc9c0 \ud658\uacbd \ubaa8\ub450\ub97c \uc704\ud574 \uc124\uacc4\ub41c \uc624\ud508 \uc18c\uc2a4 \ubca1\ud130 \uac80\uc0c9 \uc5d4\uc9c4\uc785\ub2c8\ub2e4. \uac15\ub825\ud55c API \uc9c0\uc6d0, \ube60\ub978 \uc131\ub2a5, \uc778\uae30 \uc788\ub294 ML \ud504\ub808\uc784\uc6cc\ud06c\uc640\uc758 \ud1b5\ud569\uc73c\ub85c \uc798 \uc54c\ub824\uc838 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\uc774\ub7ec\ud55c \uac01 \ub3c4\uad6c\ub294 \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c\uc758 \ub2e8\uc21c\uc131\ubd80\ud130 \uc0ac\uc6a9\uc790 \uc815\uc758 \uac00\ub2a5\ud55c \uc778\ub371\uc2f1\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ub2e4\uc591\ud55c \uac15\uc810\uc744 \uc81c\uacf5\ud558\ubbc0\ub85c \uc2dc\ub9e8\ud2f1 \uac80\uc0c9, \ucd94\ucc9c, \uc2e4\uc2dc\uac04 \uac1c\uc778\ud654 \uac19\uc740 AI \uae30\ubc18 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ub178\ub4dc, \uc5d0\uc9c0 \ubc0f \uc18d\uc131\uc774 \uc788\ub294 \uadf8\ub798\ud504 \uad6c\uc870\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \uac04\uc758 \uad00\uacc4\ub97c \uc800\uc7a5\ud558\uace0 \ud0d0\uc0c9\ud558\ub3c4\ub85d \uc124\uacc4\ub41c NoSQL \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \ud55c \uc720\ud615\uc785\ub2c8\ub2e4. \ub178\ub4dc\ub294 \uc5d4\ud2f0\ud2f0(\uc608: \uc0ac\ub78c \ub610\ub294 \uc81c\ud488)\ub97c \ub098\ud0c0\ub0b4\uace0, \uc5d0\uc9c0\ub294 \uc5d4\ud2f0\ud2f0 \uac04\uc758 \uad00\uacc4('\uad6c\ub9e4' \ub610\ub294 '\uc5f0\uacb0')\ub97c \uc815\uc758\ud558\uba70, \uc18d\uc131\uc740 \uad00\ub828 \uba54\ud0c0\ub370\uc774\ud130\ub97c \uc800\uc7a5\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uad6c\uc870\ub97c \ud1b5\ud574 \ubcf5\uc7a1\ud558\uace0 \uc0c1\ud638 \uc5f0\uacb0\ub41c \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucffc\ub9ac\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c, \uc0ac\uae30 \ud0d0\uc9c0 \ubc0f \ucd94\ucc9c \uc5d4\uc9c4\uacfc \uac19\uc740 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc7a5\uc810\uacfc \ud55c\uacc4<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uad00\uacc4\uac00 \ub9ce\uc740 \ucffc\ub9ac\uac00 \ud544\uc694\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\ud569\ud558\uba70, \ub2e4\uc74c\uacfc \uac19\uc740 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4. <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/types-of-data-models\/\"><span style=\"font-weight: 400;\">\uc720\uc5f0\ud55c \ub370\uc774\ud130 \ubaa8\ub378<\/span><\/a><span style=\"font-weight: 400;\">. \ub9ce\uc740 \uc7a5\uc810\uc774 \uc788\uc9c0\ub9cc \ub2e4\ub978 \uc720\ud615\uc758 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \ub9c8\ucc2c\uac00\uc9c0\ub85c \ubaa8\ub4e0 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \uc801\ud569\ud558\uc9c0 \uc54a\uc744 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\ud61c\ud0dd<\/span><\/h3>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\ud6a8\uc728\uc801\uc778 \uad00\uacc4 \ud0d0\uc0c9:<\/b><span style=\"font-weight: 400;\"> \uc131\ub2a5 \uc800\ud558 \uc5c6\uc774 \uc2ec\uce35\uc801\uc73c\ub85c \uc5f0\uacb0\ub41c \ub370\uc774\ud130\ub97c \ud0d0\uc0c9\ud558\uace0 \ucffc\ub9ac\ud558\ub294 \ub370 \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc720\uc5f0\ud55c \uc2a4\ud0a4\ub9c8:<\/b><span style=\"font-weight: 400;\"> \uacbd\uc9c1\ub41c \ud14c\uc774\ube14 \uad6c\uc870 \uc5c6\uc774 \ub3d9\uc801\uc73c\ub85c \uc9c4\ud654\ud558\ub294 \ub370\uc774\ud130 \ubaa8\ub378\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc9c1\uad00\uc801\uc778 \ub370\uc774\ud130 \ubaa8\ub378\ub9c1:<\/b><span style=\"font-weight: 400;\"> \uadf8\ub798\ud504 \uad6c\uc870\ub294 \uc2e4\uc81c \uad00\uacc4\ub97c \ubc00\uc811\ud558\uac8c \ubc18\uc601\ud558\ubbc0\ub85c \ub370\uc774\ud130 \ubaa8\ub378\uc744 \ub354 \uc27d\uac8c \uc124\uacc4\ud558\uace0 \uc774\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uac15\ub825\ud55c \ucffc\ub9ac \uc5b8\uc5b4:<\/b><span style=\"font-weight: 400;\"> Cypher \ubc0f Gremlin\uacfc \uac19\uc740 \uc5b8\uc5b4\ub97c \uc0ac\uc6a9\ud558\uba74 \ubcf5\uc7a1\ud55c \uad00\uacc4\uc5d0 \ub300\ud574 \ud45c\ud604\ub825 \uc788\uace0 \ud6a8\uc728\uc801\uc778 \ucffc\ub9ac\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\ud2b9\uc815 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4:<\/b><span style=\"font-weight: 400;\"> \uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c\uc640 \uac19\uc740 \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \ud0c1\uc6d4\ud569\ub2c8\ub2e4, <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/resources\/concepts\/knowledge-graphs\/\"><span style=\"font-weight: 400;\">\uc9c0\uc2dd \uadf8\ub798\ud504<\/span><\/a><span style=\"font-weight: 400;\">, \ucd94\ucc9c \uc5d4\uc9c4 \ubc0f \uc0ac\uae30 \ud0d0\uc9c0.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\uc81c\ud55c \uc0ac\ud56d<\/span><\/h3>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\ubaa8\ub4e0 \uc6cc\ud06c\ub85c\ub4dc\uc5d0 \uc774\uc0c1\uc801\uc778 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4:<\/b><span style=\"font-weight: 400;\"> \ud2b8\ub79c\uc7ad\uc158 \uc791\uc5c5\uc774\ub098 \ud3c9\uba74\uc801\uc778 \ud45c \ud615\uc2dd\uc758 \ub370\uc774\ud130\uc5d0\ub294 \uad00\uacc4\ud615 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ubcf4\ub2e4 \ud6a8\uc728\uc131\uc774 \ub5a8\uc5b4\uc9d1\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\ub300\uaddc\ubaa8 \ubd84\uc11d\uc5d0 \ub300\ud55c \uc9c0\uc6d0\uc774 \uc81c\ud55c\uc801\uc785\ub2c8\ub2e4:<\/b><span style=\"font-weight: 400;\"> \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uae30\uc874\uc758 \ubd84\uc11d \ucffc\ub9ac \ubc0f \ub300\uaddc\ubaa8 \uc9d1\uacc4\uc5d0 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\ub354 \uac00\ud30c\ub978 \ud559\uc2b5 \uace1\uc120:<\/b><span style=\"font-weight: 400;\"> \uadf8\ub798\ud504 \uc774\ub860\uacfc \uc804\ubb38 \ucffc\ub9ac \uc5b8\uc5b4\uc5d0 \uc775\uc219\ud574\uc57c \ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc0dd\ud0dc\uacc4 \uc131\uc219\ub3c4:<\/b><span style=\"font-weight: 400;\"> \uacf5\uae09\uc5c5\uccb4\uc5d0 \ub530\ub77c \uad00\uacc4\ud615 \ubc0f \ubb38\uc11c \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \ube44\ud574 \ub354 \uc791\uc740 \uc5d0\ucf54\uc2dc\uc2a4\ud15c\uacfc \ub3c4\uad6c\uac00 \uc81c\uacf5\ub429\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\ud655\uc7a5\uc131 \ubb38\uc81c:<\/b><span style=\"font-weight: 400;\"> \uc77c\ubd80 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc218\ud3c9\uc801 \ud655\uc7a5 \ubc0f \ubd84\uc0b0 \uc544\ud0a4\ud14d\ucc98\ub85c \uc778\ud574 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">\uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc0ac\uc6a9 \uc0ac\ub840<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uace0\ub3c4\ub85c \uc5f0\uacb0\ub41c \ub370\uc774\ud130\uc640 \ub3d9\uc801 \uad00\uacc4\ub97c \ud3ec\ud568\ud558\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud2b9\ud788 \uc801\ud569\ud569\ub2c8\ub2e4. \ubcf5\uc7a1\ud55c \uad6c\uc870\ub97c \ubaa8\ub378\ub9c1\ud558\uace0 \ud0d0\uc0c9\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 \uae30\uc874 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uac00 \ubd80\uc871\ud55c \ub2e4\uc591\ud55c \ucd5c\uc2e0 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c:<\/b><span style=\"font-weight: 400;\"> \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc0ac\uc6a9\uc790 \uc5f0\uacb0\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \ubaa8\ub378\ub9c1\ud558\uace0 \ucffc\ub9ac\ud558\uc5ec \uce5c\uad6c \ucd94\ucc9c \ubc0f \uc601\ud5a5\ub825 \ubd84\uc11d\uacfc \uac19\uc740 \uae30\ub2a5\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\ucd94\ucc9c \uc5d4\uc9c4:<\/b><span style=\"font-weight: 400;\"> \uc0ac\uc6a9\uc790 \uac04 \uc0c1\ud638 \uc791\uc6a9\uacfc \uc720\uc0ac\uc131 \uacbd\ub85c\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ud558\uc5ec \uac1c\uc778\ud654\ub41c \uc81c\uc548\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc0ac\uae30 \ud0d0\uc9c0:<\/b><span style=\"font-weight: 400;\"> \uadf8\ub798\ud504 \uad6c\uc870\ub294 \uac1c\uccb4 \uac04\uc758 \uc228\uaca8\uc9c4 \uad00\uacc4\ub97c \ub178\ucd9c\ud558\uc5ec \uc758\uc2ec\uc2a4\ub7ec\uc6b4 \ud328\ud134\uacfc \uc774\uc0c1 \uc9d5\ud6c4\ub97c \uc2dd\ubcc4\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc9c0\uc2dd \uadf8\ub798\ud504:<\/b><span style=\"font-weight: 400;\"> \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \ud1b5\ud569\ud558\uace0 \uc5f0\uacb0\ud558\uc5ec \uc2dc\ub9e8\ud2f1 \uac80\uc0c9\uacfc \ud48d\ubd80\ud55c \ub370\uc774\ud130 \ud0d0\uc0c9\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\ub124\ud2b8\uc6cc\ud06c \ubc0f IT \uc6b4\uc601:<\/b><span style=\"font-weight: 400;\"> \uadf8\ub798\ud504\ub294 \uc778\ud504\ub77c \uc885\uc18d\uc131\uc744 \ub9e4\ud551\ud558\uc5ec \uc2e4\uc2dc\uac04 \uc601\ud5a5 \ubd84\uc11d \ubc0f \uadfc\ubcf8 \uc6d0\uc778 \uc2dd\ubcc4\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uacf5\uae09\ub9dd \ubc0f \ubb3c\ub958:<\/b><span style=\"font-weight: 400;\"> \ubb3c\ub958 \ub124\ud2b8\uc6cc\ud06c\ub97c \uadf8\ub798\ud504\ub85c \ubaa8\ub378\ub9c1\ud558\uba74 \ucd5c\uc801\ud654\ub41c \ub77c\uc6b0\ud305, \ubcd1\ubaa9 \ud604\uc0c1 \uac10\uc9c0, \uc911\ub2e8 \uc608\uce21\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>ID \ubc0f \uc561\uc138\uc2a4 \uad00\ub9ac(IAM):<\/b><span style=\"font-weight: 400;\"> \uadf8\ub798\ud504\ub294 \uc0ac\uc6a9\uc790, \uc5ed\ud560 \ubc0f \ub9ac\uc18c\uc2a4 \uc804\ubc18\uc5d0\uc11c \uad8c\ud55c \uad6c\uc870\ub97c \uba85\ud655\ud788 \ud558\uace0 \uc704\ud5d8\ud55c \uc561\uc138\uc2a4 \uacbd\ub85c\ub97c \uac10\uc9c0\ud569\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">\uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc608\uc81c<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uac1c\uccb4 \uac04\uc758 \uad00\uacc4\ub97c \uc800\uc7a5\ud558\uace0 \ud0d0\uc0c9\ud558\uae30 \uc704\ud574 \ud2b9\ubcc4\ud788 \uace0\uc548\ub41c \uac83\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc5c5\uacc4 \uc804\ubc18\uc5d0\uc11c \uac00\uc7a5 \uc798 \uc54c\ub824\uc9c4 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uae30\uc220\uc785\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Neo4j:<\/b><span style=\"font-weight: 400;\"> \uac00\uc7a5 \ub110\ub9ac \ucc44\ud0dd\ub41c \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc911 \ud558\ub098\uc778 Neo4j\ub294 \ub2e4\uc74c\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/transactions\/\"><span style=\"font-weight: 400;\">\uc0b0 \uaddc\uc815 \uc900\uc218<\/span><\/a><span style=\"font-weight: 400;\"> \uc0ac\uc774\ud37c \ucffc\ub9ac \uc5b8\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud558\uace0 \uc5f0\uacb0\ub41c \ub370\uc774\ud130\ub97c \uad00\ub9ac\ud569\ub2c8\ub2e4. \ucd94\ucc9c \uc5d4\uc9c4, \uc0ac\uae30 \ud0d0\uc9c0, \ub124\ud2b8\uc6cc\ud06c \ubd84\uc11d\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc544\ub9c8\uc874 \ub135\ud2a0:<\/b><span style=\"font-weight: 400;\"> \uc18d\uc131 \uadf8\ub798\ud504(Gremlin) \ubc0f \uc2dc\ub9e8\ud2f1 \uadf8\ub798\ud504(SPARQL\/RDF) \ubaa8\ub378\uc744 \ubaa8\ub450 \uc9c0\uc6d0\ud558\ub294 AWS\uc758 \uc644\uc804 \uad00\ub9ac\ud615 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc11c\ube44\uc2a4\uc785\ub2c8\ub2e4. \uc9c0\uc5f0 \uc2dc\uac04\uc774 \uc9e7\uc740 \ucffc\ub9ac \uc131\ub2a5\uc744 \uac16\ucd98 \uadf8\ub798\ud504 \uae30\ubc18 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub300\uaddc\ubaa8\ub85c \uad6c\ucd95\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>OrientDB:<\/b><span style=\"font-weight: 400;\"> \uadf8\ub798\ud504\uc640 \ubb38\uc11c \ub370\uc774\ud130 \ubaa8\ub378\uc744 \ud1b5\ud569\ud558\ub294 \ub2e4\uc911 \ubaa8\ub378 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc785\ub2c8\ub2e4. \ud558\uc774\ube0c\ub9ac\ub4dc \uc811\uadfc \ubc29\uc2dd\uc744 \ucc44\ud0dd\ud558\uace0 \uc788\uc5b4 \uad00\uacc4\uac00 \ud48d\ubd80\ud55c \ub370\uc774\ud130\uc640 \uc720\uc5f0\ud55c \ubb38\uc11c \uc800\uc7a5\uc18c\uac00 \ubaa8\ub450 \ud544\uc694\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>ArangoDB:<\/b><span style=\"font-weight: 400;\"> \ud558\ub098\uc758 \uc5d4\uc9c4\uc5d0\uc11c \uadf8\ub798\ud504, \ubb38\uc11c, \ud0a4 \uac12 \uc800\uc7a5\uc744 \uc9c0\uc6d0\ud558\ub294 \ub124\uc774\ud2f0\ube0c \ub2e4\uc911 \ubaa8\ub378 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc785\ub2c8\ub2e4. \uadf8\ub798\ud504\ub97c \ube60\ub974\uac8c \ud0d0\uc0c9\ud560 \uc218 \uc788\uc73c\uba70 \uc2e4\uc2dc\uac04 \ubd84\uc11d\uacfc \uac1c\uc778\ud654\ub41c \ucd94\ucc9c\uc774 \ud544\uc694\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>TigerGraph:<\/b><span style=\"font-weight: 400;\"> \uaddc\ubaa8\uc5d0 \ub9de\ub294 \uc131\ub2a5\uc73c\ub85c \uc798 \uc54c\ub824\uc9c4 TigerGraph\ub294 \ub525\ub9c1\ud06c \ubd84\uc11d\uc6a9\uc73c\ub85c \uc124\uacc4\ub418\uc5b4 \uc2e4\uc2dc\uac04 \uc0ac\uae30 \ud0d0\uc9c0, \uacf5\uae09\ub9dd \ucd5c\uc801\ud654, \uae30\uc5c5 \uc9c0\uc2dd \uadf8\ub798\ud504\uc640 \uac19\uc740 \uc0ac\uc6a9 \uc0ac\ub840\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\uc57c\ub204\uc2a4\uadf8\ub798\ud504:<\/b><span style=\"font-weight: 400;\"> \ub300\uaddc\ubaa8 \uadf8\ub798\ud504 \ucc98\ub9ac\ub97c \ucc98\ub9ac\ud558\ub3c4\ub85d \uad6c\ucd95\ub41c \uc624\ud508 \uc18c\uc2a4 \ubd84\uc0b0\ud615 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc785\ub2c8\ub2e4. Apache Cassandra, HBase, Elasticsearch\uc640 \uac19\uc740 \ube45 \ub370\uc774\ud130 \ud50c\ub7ab\ud3fc\uacfc \ud1b5\ud569\ub418\uba70 \ub192\uc740 \ud655\uc7a5\uc131\uacfc \ub0b4\uacb0\ud568\uc131\uc774 \ud544\uc694\ud55c \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ubcf5\uc7a1\ud55c \uad00\uacc4\ub97c \ub300\uaddc\ubaa8\ub85c \ub4dc\ub7ec\ub0bc \uc218 \uc788\uc73c\ubbc0\ub85c \ud2b9\ud788 \ucee8\ud14d\uc2a4\ud2b8\uc640 \uc5f0\uacb0\uc744 \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud55c \ucd5c\uc2e0 \ub370\uc774\ud130 \uc544\ud0a4\ud14d\ucc98\uc5d0\uc11c \uc5c6\uc5b4\uc11c\ub294 \uc548 \ub420 \ud544\uc218 \uc694\uc18c\uc785\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\ubca1\ud130\uc640 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ube44\uad50<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ubaa8\ub450 \ubcf5\uc7a1\ud55c \ud45c \ud615\uc2dd\uc774 \uc544\ub2cc \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc9c0\ub9cc, \uac01\uae30 \ub2e4\ub978 \uc6a9\ub3c4\ub85c \uc0ac\uc6a9\ub418\uba70 \ub2e4\uc591\ud55c \uc6cc\ud06c\ub85c\ub4dc\uc5d0 \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc774\ubbf8\uc9c0\ub098 \ud14d\uc2a4\ud2b8 \uc784\ubca0\ub529\uacfc \uac19\uc740 \ube44\uc815\ud615 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc720\uc0ac\uc131 \uac80\uc0c9\uc744 \uc9c0\uc6d0\ud558\ub294 \ubc18\uba74, \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uac1c\uccb4 \uac04\uc758 \uad00\uacc4\ub97c \ud45c\ud604\ud558\uace0 \ucffc\ub9ac\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4. \uc544\ub798 \ud45c\ub294 \ub450 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc8fc\uc694 \ucc28\uc774\uc810\uc744 \uac15\uc870\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/span><\/p>\n<table>\n<tbody>\n<tr>\n<td><b>\uae30\ub2a5<\/b><\/td>\n<td><b>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4<\/b><\/td>\n<td><b>\uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4<\/b><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\uc8fc\uc694 \uc0ac\uc6a9 \uc0ac\ub840<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\uc720\uc0ac\uc131 \uac80\uc0c9(\uc608: \uc774\ubbf8\uc9c0, \ud14d\uc2a4\ud2b8, \uc624\ub514\uc624)<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\uad00\uacc4 \ubd84\uc11d(\uc608: \uc0ac\uae30 \ud0d0\uc9c0, \uc9c0\uc2dd \uadf8\ub798\ud504)<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\ub370\uc774\ud130 \uad6c\uc870<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\uace0\ucc28\uc6d0 \ubca1\ud130(\ud50c\ub85c\ud2b8 \ubc30\uc5f4)<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\uc5d4\ud2f0\ud2f0\uc640 \uad00\uacc4\ub97c \ub098\ud0c0\ub0b4\ub294 \ub178\ub4dc \ubc0f \uc5d0\uc9c0<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\ucffc\ub9ac \uc720\ud615<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\uac00\uc7a5 \uac00\uae4c\uc6b4 \uc774\uc6c3 \uac80\uc0c9(ANN, \ucf54\uc0ac\uc778, \uc720\ud074\ub9ac\ub4dc)<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\uadf8\ub798\ud504 \ud0d0\uc0c9, \uacbd\ub85c \ucc3e\uae30, \ud328\ud134 \ub9e4\uce6d<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\ub2e4\uc74c \ub300\uc0c1\uc5d0 \ucd5c\uc801\ud654<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\ubca1\ud130 \uacf5\uac04\uc5d0\uc11c \uc720\uc0ac\ud55c \ud56d\ubaa9\uc758 \ube60\ub978 \uac80\uc0c9<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\ubcf5\uc7a1\ud55c \uad00\uacc4 \uc774\ud574 \ubc0f \ud0d0\uc0c9<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\uc608\uc81c<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Pinecone, Weaviate, FAISS, Couchbase<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Neo4j, \uc544\ub9c8\uc874 \ub135\ud2a0, \ud0c0\uc774\uac70\uadf8\ub798\ud504, \uc57c\ub204\uc2a4\uadf8\ub798\ud504<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\ub370\uc774\ud130 \uc720\ud615<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\ube44\uc815\ud615 \ub370\uc774\ud130 \uc784\ubca0\ub529<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\uc815\ud615 \ub610\ub294 \ubc18\uc815\ud615 \uad00\uacc4\ud615 \ub370\uc774\ud130<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\uc77c\ubc18\uc801\uc778 \ud1b5\ud569<\/span><\/td>\n<td><span style=\"font-weight: 400;\">AI\/ML \ud30c\uc774\ud504\ub77c\uc778, \uc2dc\ub9e8\ud2f1 \uac80\uc0c9, <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/an-overview-of-retrieval-augmented-generation\/\"><span style=\"font-weight: 400;\">\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131(RAG)<\/span><\/a><\/td>\n<td><span style=\"font-weight: 400;\">\uc9c0\uc2dd \uadf8\ub798\ud504, \ucd94\ucc9c \uc2dc\uc2a4\ud15c, \uc2e0\uc6d0 \ud655\uc778<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\ucffc\ub9ac \uc5b8\uc5b4<\/span><\/td>\n<td><span style=\"font-weight: 400;\">REST\/gRPC API, \ubca1\ud130 \ucffc\ub9ac DSL<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\uc0ac\uc774\ud37c, \uadf8\ub818\ub9b0, SPARQL<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\uad00\uacc4 \ubaa8\ub378\ub9c1<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\ub124\uc774\ud2f0\ube0c\uac00 \uc544\ub2cc \uadfc\uc811\uc131\uc744 \ud1b5\ud574 \ucd94\ub860\ub41c \uad00\uacc4<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\ub124\uc774\ud2f0\ube0c; \uad00\uacc4\uac00 \uba85\uc2dc\uc801\uc73c\ub85c \uc800\uc7a5\ub418\uace0 \ucffc\ub9ac\ub429\ub2c8\ub2e4.<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"font-weight: 400;\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc720\uc0ac\ud55c \ucf58\ud150\uce20\ub97c \uc2dd\ubcc4\ud558\ub294 \ubc29\ubc95\uc744 \uc81c\uacf5\ud558\uace0, \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ud574\ub2f9 \ucf58\ud150\uce20\uac00 \uc5b4\ub5bb\uac8c \uc5f0\uacb0\ub418\uc5b4 \uc788\ub294\uc9c0\uc5d0 \ub300\ud55c \uc2ec\uce35\uc801\uc778 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \ub450 \uac00\uc9c0\ub97c \ud568\uaed8 \uc0ac\uc6a9\ud558\uba74 \ucee8\ud14d\uc2a4\ud2b8\uc640 \uc758\ubbf8 \uc774\ud574\ub97c \uacb0\ud569\ud55c \uc9c0\ub2a5\ud615 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc720\uc0ac\uc810<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc11c\ub85c \ub2e4\ub978 \uc544\ud0a4\ud14d\ucc98\uc640 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \uba87 \uac00\uc9c0 \uc8fc\uc694 \uc720\uc0ac\uc810\uc744 \uacf5\uc720\ud569\ub2c8\ub2e4. \ub450 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ubaa8\ub450 \ubcf5\uc7a1\ud558\uace0 \ucc28\uc6d0\uc774 \ub192\uac70\ub098 \uad00\uacc4\uac00 \ud48d\ubd80\ud55c \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud568\uc73c\ub85c\uc368 \uae30\uc874\uc758 \uad00\uacc4\ud615 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \ub6f0\uc5b4\ub118\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc720\uc0ac\uc131 \ub355\ubd84\uc5d0 \ucd5c\uc2e0 AI, \uac80\uc0c9 \ubc0f \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ud544\uc218\uc801\uc778 \uad6c\uc131 \uc694\uc18c\ub85c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3 style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">\ud45c \ud615\uc2dd\uc774 \uc544\ub2cc \ub370\uc774\ud130 \uc9c0\uc6d0<\/span><\/h3>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">\ub450 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ubaa8\ub450 \ube44\uad00\uacc4\ud615 \ub370\uc774\ud130 \uad6c\uc870\ub97c \uad00\ub9ac\ud558\ub3c4\ub85d \uad6c\ucd95\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ube44\uc815\ud615 \ub370\uc774\ud130\uc758 \uc784\ubca0\ub529\uc744 \ucc98\ub9ac\ud558\uace0 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ud589\uacfc \uc5f4\uc5d0 \ub9de\uc9c0 \uc54a\ub294 \uc5d4\ud2f0\ud2f0 \uad00\uacc4\ub97c \uad00\ub9ac\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3 style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">\uace0\uae09 \ucffc\ub9ac \uae30\ub2a5<\/span><\/h3>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">SQL \uae30\ubc18 \uc2dc\uc2a4\ud15c\uacfc \ub2ec\ub9ac \ubca1\ud130 \ubc0f \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ubca1\ud130\uc5d0\uc11c \uac00\uc7a5 \uac00\uae4c\uc6b4 \uc774\uc6c3 \uac80\uc0c9, \uadf8\ub798\ud504\uc5d0\uc11c \ub2e4\uc911 \ud649 \ud0d0\uc0c9\uacfc \uac19\uc740 \ud2b9\uc218 \ucffc\ub9ac\ub97c \uc9c0\uc6d0\ud558\uc5ec \ub354 \uae4a\uc740 \uc778\uc0ac\uc774\ud2b8\uc640 \ud328\ud134\uc744 \ubc1c\uacac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3 style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">AI \ubc0f \uba38\uc2e0 \ub7ec\ub2dd \uc6cc\ud06c\ud50c\ub85c\uc6b0\uc5d0\uc11c \uc0ac\uc6a9<\/span><\/h3>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ubaa8\ub450 AI \ud30c\uc774\ud504\ub77c\uc778\uc5d0 \uc790\uc8fc \ud1b5\ud569\ub429\ub2c8\ub2e4. \ubca1\ud130\ub294 \ubaa8\ub378\uc5d0\uc11c \ud559\uc2b5\ub41c \ud2b9\uc9d5\uc744 \ub098\ud0c0\ub0b4\ub294 \ubc18\uba74, \uadf8\ub798\ud504\ub294 \ucd94\ub860, \uc885\uc18d\uc131, \uc9c0\uc2dd \ud45c\ud604\uc744 \ubaa8\ub378\ub9c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3 style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">\uaddc\ubaa8\uc5d0 \ub9de\ub294 \uace0\uc131\ub2a5<\/span><\/h3>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">\ub450 \uac00\uc9c0 \uc720\ud615\uc758 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ubaa8\ub450 \uc218\ubc31\ub9cc \uac1c\uc758 \uc784\ubca0\ub529\uc744 \uac80\uc0c9\ud558\uac70\ub098 \uc0c1\ud638 \uc5f0\uacb0\ub41c \uc5d4\ud2f0\ud2f0\uc758 \ud070 \uadf8\ub798\ud504\ub97c \ud0d0\uc0c9\ud558\ub294 \ub4f1 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc640 \uc9e7\uc740 \uc9c0\uc5f0 \uc2dc\uac04\uc758 \ucffc\ub9ac \uc131\ub2a5\uc744 \uc704\ud574 \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3 style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">\uc720\uc5f0\ud55c \uc2a4\ud0a4\ub9c8 \uc124\uacc4<\/span><\/h3>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">\uc2a4\ud0a4\ub9c8\uac00 \uc5c6\uac70\ub098 \uc720\uc5f0\ud55c \ub370\uc774\ud130 \ubaa8\ub378\uc744 \uc9c0\uc6d0\ud558\ubbc0\ub85c \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \ud544\uc694\uc5d0 \ub530\ub77c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\uc120\ud558\uace0 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc720\ud615\uc73c\ub85c \uc791\uc5c5\ud558\uae30\uac00 \ub354 \uc26c\uc6cc\uc9d1\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc911\uc5d0\uc11c \uc120\ud0dd\ud558\ub294 \ubc29\ubc95<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc911 \uc5b4\ub5a4 \uac83\uc744 \uc120\ud0dd\ud560\uc9c0\ub294 \ub370\uc774\ud130\uc758 \ud2b9\uc131, \uc2e4\ud589\ud574\uc57c \ud558\ub294 \ucffc\ub9ac \uc720\ud615, \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \ubaa9\ud45c\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4. \uac01 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc11c\ub85c \ub2e4\ub978 \uc720\ud615\uc758 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370 \ud0c1\uc6d4\ud558\ubbc0\ub85c \uac01 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uac15\uc810\uc744 \uc774\ud574\ud558\uba74 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/span><\/p>\n<p><b>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0:<\/b><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc740 \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \uc624\ub514\uc624, \ube44\ub514\uc624 \ub4f1 \ub2e4\uc591\ud55c \uc720\ud615\uc758 \ube44\uc815\ud615 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc720\uc0ac\uc131 \uac80\uc0c9\uc5d0 \uc758\uc874\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uba38\uc2e0\ub7ec\ub2dd \uc784\ubca0\ub529\uc744 \uc0ac\uc6a9\ud558\uac70\ub098 \uc2dc\ub9e8\ud2f1 \uac80\uc0c9, \ucd94\ucc9c \ub610\ub294 RAG\uc640 \uac19\uc740 \uae30\ub2a5\uc744 \uac15\ud654\ud558\ub294 \uc791\uc5c5\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uace0\ucc28\uc6d0 \uacf5\uac04\uc5d0\uc11c \ube60\ub974\uace0 \ud655\uc7a5 \uac00\ub2a5\ud55c ANN \ucffc\ub9ac\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc5d4\ud2f0\ud2f0 \uac04\uc758 \uba85\uc2dc\uc801\uc778 \uad00\uacc4\ubcf4\ub2e4\ub294 \ucf58\ud150\uce20 \uc720\uc0ac\uc131\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><b>\uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0:<\/b><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ub370\uc774\ud130\ub294 \uc11c\ub85c \ubc00\uc811\ud558\uac8c \uc5f0\uacb0\ub418\uc5b4 \uc788\uc73c\ubbc0\ub85c \uc5d4\ud2f0\ud2f0(\uc608: \uc0ac\ub78c, \uc81c\ud488, \uc774\ubca4\ud2b8) \uac04\uc758 \uad00\uacc4\ub97c \uc774\ud574\ud574\uc57c \ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ub2e4\uc74c\uc774 \ud544\uc694\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. <\/span><a href=\"https:\/\/arxiv.org\/abs\/2401.15391\"><span style=\"font-weight: 400;\">\uba40\ud2f0\ud649 \ucffc\ub9ac<\/span><\/a><span style=\"font-weight: 400;\">\uc0ac\uae30 \ud0d0\uc9c0, \uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c \ubd84\uc11d, \uc9c0\uc2dd \uadf8\ub798\ud504 \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uba85\ud655\ud55c \uc758\ubbf8\ub860\uacfc \ud2b8\ub798\ubc84\uc2a4 \ub85c\uc9c1\uc73c\ub85c \uc2e4\uc81c \uc5f0\uacb0\uc744 \ubaa8\ub378\ub9c1\ud574\uc57c \ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ucffc\ub9ac\uc5d0\ub294 \uae30\uc874 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0\uc11c \ud45c\ud604\ud558\uae30 \uc5b4\ub824\uc6b4 \ud328\ud134, \uacbd\ub85c \ub610\ub294 \uc885\uc18d\uc131 \uccb4\uc778\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><b>\ub2e4\uc74c\uacfc \uac19\uc740 \uacbd\uc6b0 \ub458 \ub2e4 \uc0ac\uc6a9\ud558\uc138\uc694:<\/b><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc608\ub97c \ub4e4\uc5b4 \ubca1\ud130 \uac80\uc0c9\uc73c\ub85c \uc720\uc0ac\ud55c \ubb38\uc11c\ub97c \uac80\uc0c9\ud55c \ub2e4\uc74c \uadf8\ub798\ud504\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud574\ub2f9 \ubb38\uc11c\uac00 \ub2e4\ub978 \ubb38\uc11c\uc640 \uc5b4\ub5bb\uac8c \uc5f0\uad00\ub418\uc5b4 \uc788\ub294\uc9c0 \ud0d0\uc0c9\ud558\ub294 \ub4f1 \uc758\ubbf8\uc801 \uc720\uc0ac\uc131\uacfc \uad00\uacc4\uc801 \ub9e5\ub77d\uc744 \uacb0\ud569\ud558\uace0 \uc2f6\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ub2e4\uc74c\uacfc \uac19\uc774 \uc774\ud574\uc640 \ucd94\ub860\uc774 \ubaa8\ub450 \ud544\uc694\ud55c AI \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/conversational-analytics\/\"><span style=\"font-weight: 400;\">\ub300\ud654\ud615 \uc0c1\ub2f4\uc6d0<\/span><\/a><span style=\"font-weight: 400;\">\uac1c\uc778\ud654\ub41c \uac80\uc0c9 \ub610\ub294 \uc9c0\uc2dd \uc99d\uac15 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\uad81\uadf9\uc801\uc73c\ub85c\ub294 \ud574\uacb0\ud558\uace0\uc790 \ud558\ub294 \ubb38\uc81c\uc640 \uc77c\uce58\ud558\ub294 \uac83\uc744 \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4. \uc720\uc0ac\uc810\uc744 \ucc3e\uc544\uc57c \ud558\ub294 \uacbd\uc6b0 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uac00 \uc801\ud569\ud569\ub2c8\ub2e4. \uc0ac\ubb3c\uc774 \uc5b4\ub5bb\uac8c \uc5f0\uacb0\ub418\uc5b4 \uc788\ub294\uc9c0 \uc54c\uc544\ub0b4\uc57c \ud55c\ub2e4\uba74 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uac00 \ub354 \uc801\ud569\ud569\ub2c8\ub2e4. \ub9ce\uc740 \ucd5c\uc2e0 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uc774 \ub450 \uac00\uc9c0\ub97c \uacb0\ud569\ud558\ub294 \uac83\uc774 \uac00\uc7a5 \uac15\ub825\ud55c \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\ub370\uc774\ud130\ubca0\uc774\uc2a4 \uac04\uc758 \ucc28\uc774\uc810\uacfc \uc720\uc0ac\uc810\uc5d0 \ub300\ud574 \ub354 \uc798 \uc774\ud574\ud558\uc168\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4. \ub354 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uace0 \uc2f6\ub2e4\uba74 \uc544\ub798\uc5d0\uc11c \uad00\ub828 \uc790\ub8cc\ub97c \uac80\ud1a0\ud574 \ubcf4\uc138\uc694:<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/what-is-vector-search\/\"><span style=\"font-weight: 400;\">\ubca1\ud130 \uac80\uc0c9 \uac00\uc774\ub4dc - \ube14\ub85c\uadf8<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/what-are-vector-embeddings\/\"><span style=\"font-weight: 400;\">\ubca1\ud130 \uc784\ubca0\ub529\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694? - \ube14\ub85c\uadf8<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/vector-similarity-search\/\"><span style=\"font-weight: 400;\">\ubca1\ud130 \uc720\uc0ac\ub3c4 \uac80\uc0c9\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694? - \ube14\ub85c\uadf8<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/docs.couchbase.com\/couchbase-lite\/current\/c\/vector-search.html\"><span style=\"font-weight: 400;\">\ubca1\ud130 \uac80\uc0c9 \uc18c\uac1c - \ubb38\uc11c<\/span><\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<\/span><\/h2>\n<p><b>\uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uac19\uc740 \uac74\uac00\uc694?<\/b><span style=\"font-weight: 400;\"> \uc544\ub2c8\uc694, \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ub3d9\uc77c\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc5d4\ud2f0\ud2f0 \uac04\uc758 \uad00\uacc4\ub97c \uc800\uc7a5\ud558\uace0 \ucffc\ub9ac\ud558\ub294 \ubc18\uba74, \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc720\uc0ac\uc131 \uac80\uc0c9\uc744 \uc704\ud574 \uace0\ucc28\uc6d0 \ubca1\ud130 \uc784\ubca0\ub529\uc744 \uc800\uc7a5\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><b>\uadf8\ub798\ud504\uc640 \ubca1\ud130\uc758 \ucc28\uc774\uc810\uc740 \ubb34\uc5c7\uc778\uac00\uc694?<\/b><span style=\"font-weight: 400;\"> \uadf8\ub798\ud504\ub294 \uc5d4\ud2f0\ud2f0\uc640 \uadf8 \uad00\uacc4\ub97c \ub098\ud0c0\ub0b4\ub294 \ub178\ub4dc\uc640 \uc5d0\uc9c0\ub85c \uad6c\uc131\ub41c \ub370\uc774\ud130 \uad6c\uc870\uc785\ub2c8\ub2e4. \ubca1\ud130\ub294 \ub2e4\ucc28\uc6d0 \uacf5\uac04\uc5d0\uc11c \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \ub098\ud0c0\ub0b4\ub294 \uc22b\uc790 \ubc30\uc5f4\ub85c, \uba38\uc2e0 \ub7ec\ub2dd\uacfc \uc720\uc0ac\ub3c4 \uac80\uc0c9\uc5d0 \uc790\uc8fc \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p><b>\uadf8\ub798\ud504 \uc800\uc7a5\uc18c\uc640 \ubca1\ud130 \uc800\uc7a5\uc18c\uc758 \ucc28\uc774\uc810\uc740 \ubb34\uc5c7\uc778\uac00\uc694?<\/b><span style=\"font-weight: 400;\"> \uadf8\ub798\ud504 \uc800\uc7a5\uc18c\ub294 \ub178\ub4dc\uc640 \uc5d0\uc9c0\ub97c \uc0ac\uc6a9\ud574 \ub370\uc774\ud130 \uac04\uc758 \uad00\uacc4\ub97c \uad00\ub9ac\ud558\ub294 \ub370 \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ubca1\ud130 \uc2a4\ud1a0\uc5b4\ub294 \ucf54\uc0ac\uc778 \uac70\ub9ac \ub610\ub294 \uc720\ud074\ub9ac\ub4dc \uac70\ub9ac\uc640 \uac19\uc740 \uc720\uc0ac\uc131 \uba54\ud2b8\ub9ad\uc744 \uae30\ubc18\uc73c\ub85c \ubca1\ud130 \uc784\ubca0\ub529\uc744 \uc800\uc7a5\ud558\uace0 \uac80\uc0c9\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><b>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 Neo4j\uc758 \ucc28\uc774\uc810\uc740 \ubb34\uc5c7\uc778\uac00\uc694?<\/b><span style=\"font-weight: 400;\"> Neo4j\ub294 \uad00\uacc4 \ud0d0\uc0c9\uc5d0 \ud0c1\uc6d4\ud55c \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc778 \ubc18\uba74, \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ubca1\ud130\ub85c \ud45c\ud604\ub418\ub294 \uc774\ubbf8\uc9c0, \ud14d\uc2a4\ud2b8, \uc624\ub514\uc624\uc640 \uac19\uc740 \ube44\uc815\ud615 \ub370\uc774\ud130\uc5d0 \ub300\ud55c ANN \uac80\uc0c9\uc5d0 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4.<\/span><\/p>\n<p><b>\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub098\uc694?<\/b><span style=\"font-weight: 400;\"> \uc608, \ubca1\ud130 \uc720\uc0ac\uc131 \uac80\uc0c9\uacfc \uad00\uacc4 \uae30\ubc18 \ucd94\ub860\uc744 \uacb0\ud569\ud558\uc5ec \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc720\uc0ac\ud55c \ud56d\ubaa9\uc744 \ucc3e\uace0 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubb38\ub9e5 \uad00\uacc4\ub97c \ud0d0\uc0c9\ud558\ub294 \ub4f1 \ub450 \uac00\uc9c0\ub97c \ud568\uaed8 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>What is a vector database? A vector database is a type of database designed to store, index, and search high-dimensional vector representations of data, typically generated by machine learning models. These vectors, also known as embeddings, capture the semantic meaning [&hellip;]<\/p>\n","protected":false},"author":75185,"featured_media":17278,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[10122,1815,9937],"tags":[],"ppma_author":[9163],"class_list":["post-17263","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence-ai","category-best-practices-and-tutorials","category-vector-search"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Vector Database vs. Graph Database: Differences &amp; Similarities<\/title>\n<meta name=\"description\" content=\"Explore the differences and similarities between vector and graph databases, and learn which is best for your desired use case.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.couchbase.com\/blog\/ko\/vector-database-vs-graph-database\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Vector Database vs. Graph Database: Differences &amp; 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